diff --git a/oneliners/management/commands/categorize.py b/oneliners/management/commands/categorize.py
index 47828b1..b8406e0 100644
--- a/oneliners/management/commands/categorize.py
+++ b/oneliners/management/commands/categorize.py
@@ -25,7 +25,7 @@ def handle(self, *args, **options):
         categorizer = categorization.OpenAiCategorizationComputer(api_key)
         adapter = models.CategorizationAdapter()
 
-        oneliners = models.OneLiner.objects.filter(onelinercategory__isnull=True)
+        oneliners = models.OneLiner.objects.filter(onelinercategory__isnull=True, is_published=True)
         if not options['all']:
             pklist = options['pk']
             oneliners = oneliners.filter(pk__in=pklist)